Agent Operability Consulting
We make organizations ready for AI agents to do real work — from your data to your software to your org chart — empowering your people to build with AI safely along the way.
Builder, not just an advisor
Agent operability sits at the intersection of software, data, coordination, and org design — and we've worked across all of it. We've built enterprise-scale multi-agent systems for clients, digitized and automated end-to-end operations, and we run our own business on agents day to day. Different vantage points on the same problem.
We work the way we got that experience: embedded deeply in your organization, sitting alongside the people doing the work, watching where the real bottlenecks are, and learning the workflows nobody writes down. Agent operability lives in those details, and you can't design for it from a slide deck.
Builders
Engineers who have shipped enterprise-grade agentic systems, not advisors handing off slide decks.
Embedded
We sit alongside your team to learn the real workflows and bottlenecks. Operability is built from the inside, not prescribed from the outside.
Close partnership
Direct access to the people doing the work. On-site when you need it.
How We Engage
Every engagement starts the same way: we learn how your work actually happens. Where it goes from there depends on what we find.
- 01
Embedded Discovery
We embed with your team to learn the workflows, bottlenecks, and tribal knowledge that don't show up in process docs. The output is a prioritized operability audit grounded in how the work actually happens.
- 02
Roadmap & Architecture
We translate what we learned on the ground into a concrete plan: which agents to build first, what data work has to come before them, where humans stay in the loop, and how success is measured.
The Path Forks
The roadmap picks one or several of these — whatever the situation calls for:
Build it for you
Production-grade traditional and agentic software, built while we stay embedded.
Build it with you
We pair with your engineers so the system's context lives in-house from day one.
Teach your team to build
Hands-on training so your people vibe code safely — with the guardrails and reviews that keep tools from rotting.
Harden what you've built
We stabilize the vibe-coded tools your company already depends on: tests, docs, security, a maintenance plan.
Tell you to buy instead
When off-the-shelf fits, we say so and wire it in.
- 03
Empower Your People
We equip your staff to use what we build — hands-on training, clear playbooks for the new human↔agent touchpoints and review gates, and the confidence to operate the system without us in the room.
- 04
Ongoing Partnership
Agent operability isn't a one-time project. We stay engaged as your org structure, processes, and the underlying models evolve.
Vibe Code It, Engineer It, or Buy It?
Building software is cheap now. Judgment and maintenance aren't. Your team is probably already building with AI — and that's a win. The risk isn't that non-engineers are shipping tools; it's that nobody is deciding which tools can stay duct tape and which ones need to grow up.
The Build Decision
Vibe code it, engineer it, or buy it? Most teams guess. We give you a decision framework grounded in what the tool has to survive — scale, security, integrations, years of change — and we can execute whichever answer comes back.
Vibe-Code Health Check
That tool someone vibe-coded six months ago is now load-bearing. Sometimes that's fine. We audit what your company actually depends on and tell you which tools are safe, which need hardening, and which will bite — before they do.
Hardening & Rescue
When a vibe-coded tool becomes critical, we grow it up: tests, documentation, security review, and the context engineering that lets the next AI session pick up the codebase without starting cold.
The Four Pillars of Agent Operability
Making an organization operable by AI agents isn't a single problem — it's four. We work across all of them so the pieces actually fit together.
Data organization & accessibility
Agents can only act on data they can find and trust. We audit how your information is structured, surfaced, and permissioned, then make it discoverable to the humans and agents who need it.
Agent-ready systems & interfaces
Agents don't just read — they act. Your systems need safe surfaces for that: APIs and MCP servers where there were only login screens, permissions scoped to what each agent should touch, and audit trails for everything they do.
Human ↔ AI coordination
Where do agents act autonomously, where do humans review, and where do they collaborate? We design the touchpoints and approval flows so quality, speed, and accountability all hold.
Org structure & roles strategy
Once agents do real work, the org chart has to change. We help leadership rethink roles, responsibilities, and team shape so your people focus on what only humans can do.
Start with an Audit
Two front doors, one form. Request a full Operability Audit — or a focused Vibe-Code Health Check on the tools your company already runs on. Either way, we respond within 24 hours.